Cover Image

k2SSL: A Faster and Better Framework for Self-Supervised Speech Representation Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Yifan, Zhuo, Jianheng, Jin, Zengrui, Ma, Ziyang, Yang, Xiaoyu, Yao, Zengwei, Guo, Liyong, Kang, Wei, Kuang, Fangjun, Lin, Long, Povey, Daniel, Chen, Xie
Format:	Preprint
Published:	2024
Subjects:	Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Zipformer: A faster and better encoder for automatic speech recognition
by: Yao, Zengwei, et al.
Published: (2023)

Libriheavy: a 50,000 hours ASR corpus with punctuation casing and context
by: Kang, Wei, et al.
Published: (2023)

PromptASR for contextualized ASR with controllable style
by: Yang, Xiaoyu, et al.
Published: (2023)

CR-CTC: Consistency regularization on CTC for improved speech recognition
by: Yao, Zengwei, et al.
Published: (2024)

ZipVoice: Fast and High-Quality Zero-Shot Text-to-Speech with Flow Matching
by: Zhu, Han, et al.
Published: (2025)

LibriheavyMix: A 20,000-Hour Dataset for Single-Channel Reverberant Multi-Talker Speech Separation, ASR and Speaker Diarization
by: Jin, Zengrui, et al.
Published: (2024)

SPEAR: A Unified SSL Framework for Learning Speech and Audio Representations
by: Yang, Xiaoyu, et al.
Published: (2025)

OmniVoice: Towards Omnilingual Zero-Shot Text-to-Speech with Diffusion Language Models
by: Zhu, Han, et al.
Published: (2026)

Flow2GAN: Hybrid Flow Matching and GAN with Multi-Resolution Network for Few-step High-Fidelity Audio Generation
by: Yao, Zengwei, et al.
Published: (2025)

ZipVoice-Dialog: Non-Autoregressive Spoken Dialogue Generation with Flow Matching
by: Zhu, Han, et al.
Published: (2025)

Towards Fine-Grained and Multi-Granular Contrastive Language-Speech Pre-training
by: Yang, Yifan, et al.
Published: (2026)

Is Smaller Always Faster? Tradeoffs in Compressing Self-Supervised Speech Transformers
by: Lin, Tzu-Quan, et al.
Published: (2022)

FeruzaSpeech: A 60 Hour Uzbek Read Speech Corpus with Punctuation, Casing, and Context
by: Povey, Anna, et al.
Published: (2024)

Augmenting Open-Vocabulary Dysarthric Speech Assessment with Human Perceptual Supervision
by: Jia, Kaimeng, et al.
Published: (2025)

A Comparative Study of LLM-based ASR and Whisper in Low Resource and Code Switching Scenario
by: Song, Zheshu, et al.
Published: (2024)

Low-Resource Self-Supervised Learning with SSL-Enhanced TTS
by: Hsu, Po-chun, et al.
Published: (2023)

LoRA-Whisper: Parameter-Efficient and Extensible Multilingual ASR
by: Song, Zheshu, et al.
Published: (2024)

Exploring SSL Discrete Speech Features for Zipformer-based Contextual ASR
by: Cui, Mingyu, et al.
Published: (2024)

Refining Self-Supervised Learnt Speech Representation using Brain Activations
by: Li, Hengyu, et al.
Published: (2024)

Adaptive Federated Fine-Tuning of Self-Supervised Speech Representations
by: Guo, Xin, et al.
Published: (2026)

Semantic-VAE: Semantic-Alignment Latent Representation for Better Speech Synthesis
by: Niu, Zhikang, et al.
Published: (2025)

Cyclostationarity Analysis as a Complement to Self-Supervised Representations for Speech Deepfake Detection
by: Hanilçi, Cemal, et al.
Published: (2026)

Emotion-Aware Speech Self-Supervised Representation Learning with Intensity Knowledge
by: Liu, Rui, et al.
Published: (2024)

Fusion of Modulation Spectrogram and SSL with Multi-head Attention for Fake Speech Detection
by: N, Rishith Sadashiv T, et al.
Published: (2025)

OWSM v3.1: Better and Faster Open Whisper-Style Speech Models based on E-Branchformer
by: Peng, Yifan, et al.
Published: (2024)

Distillation and Pruning for Scalable Self-Supervised Representation-Based Speech Quality Assessment
by: Stahl, Benjamin, et al.
Published: (2025)

Exploring Effective Distillation of Self-Supervised Speech Models for Automatic Speech Recognition
by: Wang, Yujin, et al.
Published: (2022)

Self-Supervised Disentangled Representation Learning for Robust Target Speech Extraction
by: Mu, Zhaoxi, et al.
Published: (2023)

VietASR: Achieving Industry-level Vietnamese ASR with 50-hour labeled data and Large-Scale Speech Pretraining
by: Zhuo, Jianheng, et al.
Published: (2025)

MiLorE-SSL: Scaling Multilingual Capabilities in Self-Supervised Models without Forgetting
by: Xu, Jing, et al.
Published: (2026)

HENT-SRT: Hierarchical Efficient Neural Transducer with Self-Distillation for Joint Speech Recognition and Translation
by: Hussein, Amir, et al.
Published: (2025)

Rethinking Mamba in Speech Processing by Self-Supervised Models
by: Zhang, Xiangyu, et al.
Published: (2024)

Improving Neural Biasing for Contextual Speech Recognition by Early Context Injection and Text Perturbation
by: Huang, Ruizhe, et al.
Published: (2024)

Exploring Disentangled Neural Speech Codecs from Self-Supervised Representations
by: Aihara, Ryo, et al.
Published: (2025)

Codec2Vec: Self-Supervised Speech Representation Learning Using Neural Speech Codecs
by: Tseng, Wei-Cheng, et al.
Published: (2025)

Less Forgetting for Better Generalization: Exploring Continual-learning Fine-tuning Methods for Speech Self-supervised Representations
by: Zaiem, Salah, et al.
Published: (2024)

Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing
by: Fu, Yonggan, et al.
Published: (2022)

A Large-Scale Probing Analysis of Speaker-Specific Attributes in Self-Supervised Speech Representations
by: Chiu, Aemon Yat Fei, et al.
Published: (2025)

Singing Voice Conversion with Accompaniment Using Self-Supervised Representation-Based Melody Features
by: Chen, Wei, et al.
Published: (2025)

Exploring SSL Discrete Tokens for Multilingual ASR
by: Cui, Mingyu, et al.
Published: (2024)